Microstrategy is an enterprise Business Intelligence (BI Consultant in saudi-arabia) application software used to create reports and companies information. This Microstrategy Business Intellignece software is similar to cognos and business objects. We as Bilytica’s providing Cognos Consulting Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA in saudi-arabia. The microstrategy platform is beneficial to any business that has evaluate lots of data and need reports and analysis to make business decisions. Interfaces of this software include web, desktop, mobile and Microsoft office integration.
Microstrategy Office: Its compatible for Microsoft office versions of microstrategy office. These versions is useful for Microsoft users who want to create new or want to edit microstrategy reports such as excel and word within microstrategy programs. Once you installed application in your systems it shows a link in the Microsoft office programs toolbar.
Microstrategy Mobile: This software help the users to compatibility with many well-known mobile devices. Users of microstrategy can create new reports on these devices. Compatibility of this software is with blackberry, apple iphone and ipads, according to ECRM guide.
Microstrategy Web: The benefit of this software for web version users to access all type of business information through online application. The report designer allow users to create custom reports of crucial information
Microstrategy software is a broad array of visualization capabilities and also provide the ability to create snapshots of reports, allowing users to view how reports change over time. Advance modules provide additional capabilities for microstrategy software like drill through and their support for 64 bit platforms allow microstrategy software to run on more advanced systems.
Disadvantages:
Microstrategy software does have number of drawbacks. Microstrategy Business Intelligence use a number of different user interface because of the separate application needed.The microstrategy solution also can create security nightmares with the management of roles and profiles across multiple application.
Bilytica # 1 تحليلات الأعمال السعودية According to IDG’s 2020 Cloud Computing study, 81 percent of businesses have at least one cloud-based application. It’s no surprise that shifting corporate intelligence to the cloud is a hot topic. So, if you’re attempting to figure out why the cloud is so popular and whether it’s the ideal fit for your BI solution right now, keep reading. Below, I discuss the concept of cloud business intelligence and why cloud business intelligence solutions are worthwhile to investigate.
Bilytica # 1 تحليلات الأعمال السعودية
Business Analytics And Its Deployment Models
Cloud-based business intelligence is the process of using technology to turn data into actionable insights, which can be done partially or entirely in the cloud. Companies can use cloud BI solutions to:
Remove all hardware-related BI expenses.
Deploy a BI solution quickly and cost-effectively, as well as scale it up and down in storage and computation resources.
Data may be accessed with any online browser or mobile device.
Ascertain the high availability and fault tolerance of the BI solution.
Colleagues may securely share useful ideas.
Cloud computing in the public domain
The infrastructure expenditures of a public cloud are shared across cloud tenants, making it the most cost-effective alternative for cloud BI تحليلات الأعمال السعودية. It’s an excellent choice for small and mid-sized organizations on a tight budget or those coping with large data volumes.
تحليلات الأعمال السعودية in Saudi Arabia in Mecca, Medina, Riyadh, Khamis Mushait, Yanbu, Jeddah, Dammam, Unaizah, Uqair, Ha’il, Ta if, Al Bahah, Dhahran, King Abdullah Economic City, Najran, Diriyah, Qatif, Khafji, Jubail, Abqaiq, List of Cities and Towns in Saudi Arabia, Ras Tanura, Turubah, Jazan Economic City, Knowledge Economic City, Medina, Khobar, Abha, Tabuk, Saudi Arabia,
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تحليلات الأعمال السعودية in Saudi Arabia in Haql, Afif, Al-Abwa, Farasan, Al-Jaroudiya, Thadig, Al-Thuqbah, Al Wajh, Almardmah, Al-Zilfi, Muzahmiyya, Prince Abdul Aziz Bin Mousaed Economic City, Tharmada’a, Skaka, Um Al-Sahek, Sharurah, Tanomah, Bisha, Dahaban, Al Qunfudhah, Qurayyat, Saudi Arabia, Ha’ir, as Sulayyil, Al Lith, Turaif, Al-Gway’iyyah, Samtah, Wadi Ad-Dawasir, Az Zaimah, Safwa City, Jalajil, Harmah, Mastoorah, Hotat Bani Tamim, Jabal Umm Al Ru’us, Rafha, Qaisumah, Al-Ghat, Hajrah, Al-Hareeq. Excerpt: Jeddah (also spelled Jiddah, Jidda, or Jedda; Arabic: Jidda) is a Saudi Arabian city located on the coast of the Red Sea and is the major urban center of western Saudi Arabia.
Cloud computing on a private basis
I recommend implementing a BI system on a private cloud if you’re concerned about regulatory compliance or data security. The private cloud, being the most expensive cloud option, provides dedicated storage and computation resources just for your company’s use.
Cloud hybrid
A hybrid cloud is a way to go if you can’t afford to put your whole BI system in the private cloud but must adhere to tight standards (HIPAA, GLBA, GDPR, etc.). The characteristics of a public cloud and a private cloud are combined in this computing environment. You may, for example, store and analyze sensor data in the private cloud while experimenting with big data on the public cloud if you choose this option.
What To Look For In Cloud BI Software
When opting to move BI to the cloud, many businesses are faced with the decision of which software to use to structure their BI solution. Modern business intelligence software has a wide range of features, and as a BI consultant, I recommend prioritizing the following:
Built-in data management tools that allow you to harvest data from a variety of sources, change it into the format you need for analysis and clean it up to assure its high quality.
Advanced analytics skills to aid data mining and predictive analytics for accurate root-cause analysis and forecasting خدمات حلول ذكاء الأعمال في السعودية.
Rich cloud reporting and visualization capabilities allow any user to get the analytics information they need in an easily understandable way.
Collaboration features share real-time insights with peers for faster decision-making and data democratization.
If you’re feeling overwhelmed by the vast array of cloud business intelligence tools, you can always seek professional advice or go for data analytics as a service to resolve any software-related concerns once and for all.
The Best Cloud Business Intelligence Software
Bilytica has compiled a list of the best web-based business intelligence tools, based on the above features and our expertise with cloud-based BI systems.
Power BI
Power BI is a well-known leader in the field of analytics and business intelligence software. Microsoft Power BI is at the top of our list because of its affordable cost, user-friendly design, and ability to tackle a variety of analytical difficulties تحليلات الأعمال السعودية.
Qlik Sense
The tool is renowned for its innovative associative analytics engine, which works in tandem with drag-and-drop visualization and data storytelling.
Tableau
Tableau’s user-friendly interface allows it to do tasks such as large-scale data integration, augmented data preparation, sophisticated data analysis, rich visualization, secure collaboration, and more.
With the present business knowledge dashboards, end clients in each department of the organization have a more powerful methods for increasing more insight or understanding into their side of the business without going back to IT or business investigators for more information. Also, that information in the hands of your sales and promoting team in particular can mean huge improvements for those departments.
Reveal the Hidden Value in Data:
Inside data there are always some trends, opportunities and even unseen risks With SAP BO Business Objects Consultant in saudi-arabiaBilytica can help you to uncover them all. You’ll learn more about how your customers behave and what their real-time their needs are. With comprehensive insight, you can act in the moment. You can convey instant value to your customers and unlock new opportunities or chances. And, no matter how much data there is, you can stopover in control with BI Consultant in saudi-arabiaand SAP solutions.
The forecasting burden can be impressively facilitated and the unwavering quality of the forecast much enhanced when the correct material is within reach to help the fundamental examination. By utilizing the bits of knowledge gave by business intelligence services, advertising and deals groups can enhance the precision of their gauges by obliging for regular request, item advancements, moderate moving things, causal factors, exceptions and considerably more
Measure the effect of your marketing programs
SAP BO Business Objects services in saudi-arabia can also help you to easily plan, monitor and assess the success of your promotional activities to see what marketing campaigns or promotions your customer base is reacting the best too. That way, marketing budgets can be scuffled and assigned to the more successful operations that produce the best possible ROI.
Bilytica # 1 خدمات مستودع البيانات في السعودية Even the most skilled analytics specialists only had to manage a few data sources 10 years ago. However, data volume, velocity, and diversity are all expanding at a rapid rate. According to IBM, 90 percent of the world’s data was produced in the previous two years, and the W.P. Carey School of Business discovered that business data doubles every 1.2 years.
Information is pouring in real-time thanks to social and mobile apps, and there are more data sources than ever before, from Instagram to Uber to Snapchat to mobile shopping to wearables and IoT devices. Data sources appear to be multiplying at a quicker rate than they can be integrated. Data analysts spend so much time waiting for data and then managing it that they hardly have time to study it. And the torrent continues to build.
Bilytica # 1 خدمات مستودع البيانات في السعودية
You Can Reduce Data Wrangling With Data Warehouse
Every data scientist aspires to make ground-breaking discoveries, yet they spend 50 to 80 percent of their time managing data. Data streams are formatted in incompatible ways. Because every new data source must be merged with every existing source, the complexity of the system grows exponentially. A single human error may force you to dismantle everything and start over. It’s no surprise that data preparation is dubbed “the most time-consuming process in analytics and BI” by the Gartner Group. Analysts may discover that they’re spending so much time preparing data for query and analysis that they don’t have time to perform the query and analysis تحليلات الأعمال السعودية.
It’s crucial to know some data warehouse basics to understand how solutions differ before choosing a data warehousing solution that will save data wrangling time. Servers, connectors, transformations, and data management are all managed by IT professionals and DBAs in traditional data warehousing. The data scientist’s analysis slows to the rate of IT and data engineering availability if they’re occupied with something else, or even worse if there aren’t enough resources to have these individuals in-house full time. A decent cloud data warehousing solution, on the other hand, contains IT and DBA experience, so an analyst won’t have to wait for it.
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خدمات مستودع البيانات في السعوديةin Saudi Arabia in Haql, Afif, Al-Abwa, Farasan, Al-Jaroudiya, Thadig, Al-Thuqbah, Al Wajh, Almardmah, Al-Zilfi, Muzahmiyya, Prince Abdul Aziz Bin Mousaed Economic City, Tharmada’a, Skaka, Um Al-Sahek, Sharurah, Tanomah, Bisha, Dahaban, Al Qunfudhah, Qurayyat, Saudi Arabia, Ha’ir, as Sulayyil, Al Lith, Turaif, Al-Gway’iyyah, Samtah, Wadi Ad-Dawasir, Az Zaimah, Safwa City, Jalajil, Harmah, Mastoorah, Hotat Bani Tamim, Jabal Umm Al Ru’us, Rafha, Qaisumah, Al-Ghat, Hajrah, Al-Hareeq. Excerpt: Jeddah (also spelled Jiddah, Jidda, or Jedda; Arabic: Jidda) is a Saudi Arabian city located on the coast of the Red Sea and is the major urban center of western Saudi Arabia.
You Can Access All Your Data With Data Warehouse
Companies that succeed do so because they have all of their data in one place to help them make choices and take action. Incomplete data can lead to problems such as presenting an inappropriate offer to a consumer, like when Pinterest sent single ladies an email congratulating them on their forthcoming wedding and offering them a discount on wedding invites. It may lead to the development of a product with limited market appeal. In hospitals, incomplete data can be the difference between life and death; a faulty pharmaceutical combination or an undeclared allergy might kill a patient خدمات مستودع البيانات في السعودية.
You can alter an industry by integrating vast volumes of data. Both Netflix and Amazon have a reputation for exploiting user data to improve their suggestions. However, each organization has taken the information a step further. The analytics suggested that House of Cards and Orange Is the New Black would be popular when Netflix ventured into original content. Amazon Prime Now is successful because the company’s data enables it to maintain an unparalleled quantity of just-in-time inventory to meet demand.
Right Data Warehouse Accelerate Your Data
Data used to be stored on hard drives or even tape drives. Since then, the speed and amount of data have expanded rapidly. Both need the utilization of data warehouses. To be successful, a company’s analysts must be able to access and exploit data at the same rate as it is generated.
To assess how traditional and cloud solutions produce in this area, it’s vital to grasp data warehousing fundamentals. An on-premises data warehouse may be unable to grow quickly enough to keep up with the increasing volume of data. The data might take up to 24 hours to arrive خدمات مستودع البيانات في السعودية. Queries must be delayed to avoid the server crashing, which causes even greater delays. It doesn’t matter if you have all the data if you can’t derive insights from it in time to act.
Data warehousing solutions built on the cloud-scale quickly enough to keep up with the volume and velocity of data flow. They can cut the time it takes to extract, convert, and load data in half or perhaps completely remove it. They may store data in columns rather than rows because of their massive size. Because they just need to look at one data element in the column rather than a full row of data to access that single element, warehouses can access data faster.
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Traditional Architecture Vs Cloud Based Architectures Data Warehouse Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA
The rest of this article covers traditional data warehouse architecture and introduces some architectural ideas and concepts used by the most popular cloud-based data warehouse services.
Traditional Architecture
Traditional data warehouse architecture employs a three-tier structure composed of the following tiers.
Bottom tier
This tier contains the database server used to extract data from many different sources, such as from transactional databases used for front-end applications.
Middle tier
The middle tier houses a server, which transforms the data into a structure better suited for analysis and complex querying.
Top tier
The top tier is the client layer. This tier holds the tools used for high-level data analysis, querying reporting, and data mining.
Bilytica smart data infrastructure includes the following features:
Analyzing of queries and data
Identifying the best configuration for each use case, adjusting it over time, and building indexes, sortkeys, diskeys, data types, vacuuming, and partitioning.
Identifying queries that do not follow best practices
Such as those that include nested loops or implicit casting – and rewrites them to an equivalent query requiring a fraction of the runtime or resources.
Optimizing server configurations
Over time based on query patterns and by learning which server setup works best. The platform switches server types seamlessly and measures the resulting performance.
Conclusion
Bilytica Data Warehouse Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA is an important tool for achieving business results by managers and employees and is as user-friendly, straightforward and easy to use as possible. Bilytica Data Warehouse Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA is essential for ensuring all-round growth of your company over the period. You have to customize your BI now. Because as your enterprise grows and business expands beyond borders, you need it. Therefore, it’s better to integrate our Cloud-based system in your business.
Request For Demo
BI servicesand tools make use of a data warehouse while a data warehouse acts as a foundation for business intelligence. Now keep in mind, not every business is suitable for BI Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA. If you are not sure whether you should use software, do in-house processing, or play other features in some other way? Or What can Bilytica best BI Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSAdo for your company? To see how Bilytica’s Data Warehouse Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA In Saudi Arabia can smoothen your BI (Business Intelligence) processing, request a demonstration now on www.uniqueintelligence.com.sa.
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How To Maximize Revenue And Profit For Every Business With Data Warehousing In Saudi Arabia During The Crisis Of COVID-19?
What is SalesForce Effectiveness?
Manufacturing Analytics Solutions In Saudi Arabia viability essentially manages various frameworks, cycles, choices, and projects for which deals pioneers are considered responsible. Deals power viability is driven by various advances that focus on assisting associations with improving their business results. Deals power the executives empowers organizations to fabricate compelling outreach groups and satisfy client needs adequately. This can bring about expanded benefits and income for the organization. With the adjustment in the market climate and disturbing rivalry, there has been a critical expansion in the requests of clients and subsequently, the tension on costs has expanded. This has hindered the paid development and decreased net revenues. This is the place where power adequacy comes into power that encourages organizations to manage longer deal cycles, satisfy client requests, and make deals capable.
How to Improve Sales Force Effectiveness?
Tip 1: Try to avoid having too many sales teams
Insurance Analytics Solutions In Saudi Arabia improve deal power adequacy, numerous administrators rely generally upon cutoff times and measurements. In any case, this ought not to imply that you increment the quantity of the outreach group to meet the objective rather find various approaches to compensate and spur your current outreach group. This can help in drawing out the best in them and can eventually add to the income of the organization.
Tip 2: Understand the key performance indicators well
Data Warehousing Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA In Saudi Arabia to improve, it is urgent to convey a decent channel of correspondence between the outreach group. Likewise, to improve deal activities and deal systems, it is significant that you realize what precisely is normal and when it must be conveyed. Besides, this can help in characterizing the course of events of conveyance and can support client experience.
Data Warehousing Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA In Saudi Arabia with a business opportunity is a basic segment to improve deal power viability. Hence, for a project lead, it is imperative to comprehend that the cycle of deals is very much investigated by the entire outreach group. The arrangement of the cycle with the manner in which clients make a buy is exceptionally critical for improving the business power adequacy.
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Data Warehousing Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA In Saudi Arabia in Haql, Afif, Al-Abwa, Farasan, Al-Jaroudi, Thadig, Al-Thuqbah, Al Wajh, Almardmah, Al-Zilfi, Muzahmiyah, Prince Abdul Aziz Bin Mousaed Economic City, Tharmada’a, Skaka, Um Al-Sahek, Sharurah, Tanomah, Bisha, Dahaban, Al Qunfudhah, Qurayyat, Saudi Arabia, Ha’ir, as Sulayyil, Al Lith, Turaif, Al-Gway’iyyah, Samtah, Wadi Ad-Dawasir, Az Zaimah, Safwa City, Jalajil, Harmah, Mastoorah, Hotat Bani Tamim, Jabal Umm Al Ru’us, Rafha, Qaisumah, Al-Ghat, Hajrah, Al-Hareeq. Excerpt: Jeddah (also spelled Jeddah, Jidda, or Jedda; Arabic: Jidda) is a Saudi Arabian city located on the coast of the Red Sea and is the major urban center of western Saudi Arabia.
Tip 5: Work on sales skills
Does your outreach group have the required prospecting aptitudes? On the off chance that indeed, at that point this means that successful salesforce. To improve deal power viability, the project supervisor needs to screen the call arranging of the outreach group and their capability at distinguishing needs. The outreach group needs to successfully defeat complaints and serve the client’s needs adequately.
Tip 6: The customer attrition rate
Data Warehousing Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA In Saudi Arabia is a similarly significant measurement to quantify power adequacy. It is particularly exceptionally accommodating in the new and dynamic business sectors where organizations attempt or dispatch some new item or administration. Likewise, this can be helpful in distinguishing patterns that can bring about loss of business and calamitous income misfortune.
How Can Sales Analytics Solutions Help in Improving Sales Force Effectiveness?
Today a few web-based media stages have arisen because of which various difficulties have sprung up for organizations, for example, overseeing advertising, deals, and client connections. Our deals examination arrangements that include information combination, information demonstrating, and investigation procedures assist organizations with recognizing new chances for development and income age.
Additionally, our deals investigation arrangements improve deals power adequacy by deals power robotization and making the cycle more productive and information headed to drive exact outcomes and lessen operational expenses. At Quantzig, our group of examiners and experts supplement customers with top tier administrations to drive market greatness. We help organizations in looking at the business power adequacy and efficiency at the granular level and create compelling deal procedures.
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Cognos Consulting Services in Riyadh Jeddah Makkah Madinah Khobar Saudi Arabia KSA run the range from complete multi-phase performance management projects to little focus on engagements intended to accomplish particular outcomes. Our consulting engagements are carefully managed by our experienced project managers and/or senior consultants using best-practice project management tools, ensuring that our projects meet our client’s expectations and come in on-time, on-budget. Working with experts of Bilytica, we develop a complete solution tailored for your business needs of company.
Our Cognos consultants can take the enterprise applications to the next level by combining our methodologies and services delivery team model:
Application support
Dashboard
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We have organized our consulting services to help you whether you are just in starting point with Cognos or need some expertise. Experts at Bilytica are always ready with dedicated technical services to provide best Cognos Training in saudi-arabiato its clients.
Our consulting services can take the enterprise applications to the next level by combining our methodologies and services delivery team model.Our Cognos consultants can take the enterprise applications to the next level by combining our methodologies and services delivery team model. We provide our Customers withCognos Consulting servicesto delivers the mobile workforce, enabling better business decisions.
Team at Bilytica guarantee that clients have the right knowledge and intelligence of their business needs, products, customers, markets, and people, and Bilytica do so by partnering with the best technology companies and hiring the top trainers and consultants.
Our IBM Cognos Consultants can support you in reviewing your platform whether you want to calculate the current status of your IBM Cognos Platform, to evaluate it against industry values and best applies or to track possible performance issues or bottlenecks.
Bilytica # 1 شركة ذكاء الأعمال السعودية Power BI has left a lasting impression on me. They’re working hard to enhance it, with weekly and monthly upgrades to the Power BI service and the Power BI desktop. The GA release of the ability to utilize R as a data source is one of the most recent upgrades to the Power BI desktop. Numerous people suggest storing your data here before transferring it into Power BI using one of the many data science methods available in R. That is a fantastic use case. However, I propose adopting it as a viable option to execute tough data wrangling tasks that M is unable to handle quickly.
Bilytica # 1 شركة ذكاء الأعمال السعودية
Advantage From Using a CRAN Data-wrangling Program
R is well-known for its data science capabilities. However, many people are unaware that it is also useful for the type of data wrangling required to prepare data for Power BI. R is a more developed language than M, and it has a larger user base. Many talented R programmers have created packages that extend R’s capabilities.
When discussing what can be done with iOS, Apple frequently mentions that there is an “app” for it خدمات مستودع البيانات في المملكة العربية السعودية. Similarly, when R developers discuss what may be done in R, we frequently state that a “package” exists for it. Consider the following example:
There are tools available for scraping data from the web (rvest, httr, rcurl, and others)
There are packages available if one needs to perform complex data manipulations (dplyr, tidyr, lubricate, string, and others)
There are tools available to extract data from SQL or NoSQL data sources (RODBC, SparkR, RMongo, RHadoop, and others).
There are also programs available for working with XML and JSON data (XML, jsonlite, and others).
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Call us at +966547315697 or contact sales@bilytica.com for demo. شركة ذكاء الأعمال السعودية in Jeddah Riyadh Khobar Saudi Arabia KSA team will be happy to serve you.
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When It’s Necessary To Use Regular Expressions
Information is really useful. It’s been dubbed “the new gold” by some. It, like gold, must be cleansed or purified before it can be used. Often, the data cleansing processes you utilize are simple, and tools like Power Query will suffice. However, your data may be unclean or in a difficult format at times شركة ذكاء الأعمال السعودية. A custom M code will serve in many of these circumstances. However, there are a few circumstances in which this is not the case.
Let’s imagine your data is in a format that is difficult to interpret since no one delimiter is available. Regular expressions, on the other hand, maybe useful if there is a clear pattern that can be utilized to parse your data. Regular expressions are unfortunately not accessible in M, although they are in R.
When You Need To Quickly Create A Date Dimension Table
A date dimension table may be imported into Power BI in a variety of ways. You may import one from your data warehouse, generate one on the fly using Power Query and M, or use DAX to create one on the fly. A less well-known method is to use R and the “lubridate” package built by Hadley Wickham, my favorite R package developer. Here’s a link to my GitHub repository with an example of how to construct a date dimension table using R and the lubridate library شركة ذكاء الأعمال السعودية.
The lubridate package includes several simple and forgiving date methods for creating date attributes for your date dimension table. As an example, have a look at the “ymd” function. This method provides a year-month-day formatted date representation of the text provided to it. ymd(20160811), ymd(“2016 August 1”), and ymd(“2016 August 1”) are all date instances (160811). Amazing! That’s a “drop the mic” situation. LOL. M isn’t easy or forgiving in the least. The lubridate package also has methods for calculating ISO year, ISO week, and ISO day, so you could simply add those date properties to your date dimension table using R. This feature isn’t accessible out of the box in M.
When You Wish To Keep Track Of The Load
M does not allow you to keep track of your load information. With R, however, this is not the case. You can perform the following using R:
Write a summary of the data that has been loaded into a file.
Compare your data to the totals in the control group and save the results in a file.
If you’re loading data with the “read” package, you can collect your load errors from the “problem” function and save them to a file.
In M, none of this is conceivable. M is a wonderful data munging programming language with a lot of promise شركة ذكاء الأعمال السعودية. Through Power Query, Microsoft created a very user-friendly interface for M, allowing business analysts to conduct most data transformation tasks with reasonable ease. However, if you have a very tough data transformation assignment, R may be a better choice.
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